Browse > Article
http://dx.doi.org/10.9717/kmms.2018.21.12.1459

Multi-modal Sensor System and Database for Human Detection and Activity Learning of Robot in Outdoor  

Uhm, Taeyoung (Field Robotics R&D Division, Korean Institute of Robot and Convergence)
Park, Jeong-Woo (Field Robotics R&D Division, Korean Institute of Robot and Convergence)
Lee, Jong-Deuk (Field Robotics R&D Division, Korean Institute of Robot and Convergence)
Bae, Gi-Deok (Field Robotics R&D Division, Korean Institute of Robot and Convergence)
Choi, Young-Ho (Field Robotics R&D Division, Korean Institute of Robot and Convergence)
Publication Information
Abstract
Robots which detect human and recognize action are important factors for human interaction, and many researches have been conducted. Recently, deep learning technology has developed and learning based robot's technology is a major research area. These studies require a database to learn and evaluate for intelligent human perception. In this paper, we propose a multi-modal sensor-based image database condition considering the security task by analyzing the image database to detect the person in the outdoor environment and to recognize the behavior during the running of the robot.
Keywords
Robot Database; Human Activity Learning; Outdoor Database; Human Detection;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 PETS, https://motchallenge.net/workshops/bmtt-pets2017/ (accessed June, 12, 2018).
2 BEHAVE, http://groups.inf.ed.ac.uk/vision/BEHAVEDATA/INTERACTIONS/ (accessed June, 22, 2018).
3 i-Lids, www.ilids.co.uk. (accessed July, 2, 2018).
4 ViSOR, http://imagelab.ing.unimore.it/visor/ (accessed July, 9, 2018).
5 G. Moon and J. Rue, "Remote Person Recognition Test Database for Intelligent Video Surveillance," Journal of Information Security, Vol. 22, No. 4, pp. 38-45, 2012.
6 R. Fenrich and J.J. Hull, "Concern in Creation of Image Database," Proceedings of Third International Workshop on Frontiers in Handwriting Recognition, pp. 112-121, 1993.
7 B. Zhou, A. Lapedriza, A. Khosla, A. Oliva, and A. Torralba, “Places: A 10 Million Image Database for Scene Recognition,” IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 40, No. 6, pp. 1452-1464, 2018.   DOI
8 S. Bae, H. Lee, and D. Cho, "Design and Implementation of a Web Crawler System for Collection of Structured and Unstructured Data," Journal of Korea Multimedia Society, Vol. 21, No. 2, pp. 199-209. 2018.   DOI
9 T. Uhm, G. Bae, J. Lee, and Y. Choi, "Multi-modal Sensor Calibration Method for Intelligent Unmanned Outdoor Security Robot," Proceedings of the Sixth Intercational Conference on Green and Human Information Technology, pp. 215-220, 2018.